Profile Report

Dataset statistics

Number of variables	22
Number of observations	8000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	176.0 B

Variable types

Numeric	21
Categorical	1

Warnings

`MIN` is highly correlated with `PTS`	High correlation
`PTS` is highly correlated with `MIN` and 2 other fields	High correlation
`FGM` is highly correlated with `PTS` and 1 other fields	High correlation
`FGA` is highly correlated with `PTS` and 1 other fields	High correlation
`3P_Made` is highly correlated with `3PA`	High correlation
`3PA` is highly correlated with `3P_Made`	High correlation
`FTM` is highly correlated with `FTA`	High correlation
`FTA` is highly correlated with `FTM`	High correlation
`DREB` is highly correlated with `REB`	High correlation
`REB` is highly correlated with `DREB`	High correlation
`Id_old` is uniformly distributed	Uniform
`Id` is uniformly distributed	Uniform
`Id_old` has unique values	Unique
`Id` has unique values	Unique
`3P_Made` has 673 (8.4%) zeros	Zeros
`3PA` has 220 (2.8%) zeros	Zeros
`BLK` has 619 (7.7%) zeros	Zeros

Reproduction

Analysis started	2021-02-22 09:41:29.692004
Analysis finished	2021-02-22 09:42:29.293509
Duration	59.6 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

Id_old
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	8000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6856.971
Minimum	4
Maximum	13798
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	4
5-th percentile	691.95
Q1	3413.75
median	6787.5
Q3	10299.25
95-th percentile	13086.25
Maximum	13798
Range	13794
Interquartile range (IQR)	6885.5

Descriptive statistics

Standard deviation	3977.447579
Coefficient of variation (CV)	0.5800589763
Kurtosis	-1.197516482
Mean	6856.971
Median Absolute Deviation (MAD)	3432
Skewness	0.01615615495
Sum	54855768
Variance	15820089.24
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4098	1	< 0.1%
4791	1	< 0.1%
717	1	< 0.1%
13003	1	< 0.1%
8905	1	< 0.1%
10952	1	< 0.1%
4807	1	< 0.1%
709	1	< 0.1%
2756	1	< 0.1%
12995	1	< 0.1%
Other values (7990)	7990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
13798	1	< 0.1%
13797	1	< 0.1%
13796	1	< 0.1%
13795	1	< 0.1%
13794	1	< 0.1%

Id
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	8000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7798.5
Minimum	3799
Maximum	11798
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	3799
5-th percentile	4198.95
Q1	5798.75
median	7798.5
Q3	9798.25
95-th percentile	11398.05
Maximum	11798
Range	7999
Interquartile range (IQR)	3999.5

Descriptive statistics

Standard deviation	2309.54541
Coefficient of variation (CV)	0.2961525178
Kurtosis	-1.2
Mean	7798.5
Median Absolute Deviation (MAD)	2000
Skewness	0
Sum	62388000
Variance	5334000
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4098	1	< 0.1%
6806	1	< 0.1%
4783	1	< 0.1%
6830	1	< 0.1%
8873	1	< 0.1%
10920	1	< 0.1%
4775	1	< 0.1%
6822	1	< 0.1%
8865	1	< 0.1%
10912	1	< 0.1%
Other values (7990)	7990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3799	1	< 0.1%
3800	1	< 0.1%
3801	1	< 0.1%
3802	1	< 0.1%
3803	1	< 0.1%

Value	Count	Frequency (%)
11798	1	< 0.1%
11797	1	< 0.1%
11796	1	< 0.1%
11795	1	< 0.1%
11794	1	< 0.1%

GP
Real number (ℝ)

Distinct	119
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	62.777875
Minimum	-8
Maximum	123
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	-8
5-th percentile	35
Q1	51
median	63
Q3	74
95-th percentile	91
Maximum	123
Range	131
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	17.11877382
Coefficient of variation (CV)	0.2726880102
Kurtosis	0.07600082775
Mean	62.777875
Median Absolute Deviation (MAD)	11
Skewness	-0.01907776945
Sum	502223
Variance	293.052417
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	206	2.6%
62	196	2.5%
60	195	2.4%
64	194	2.4%
63	189	2.4%
53	189	2.4%
69	185	2.3%
66	183	2.3%
65	177	2.2%
61	175	2.2%
Other values (109)	6111	76.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8	1	< 0.1%
-3	1	< 0.1%
1	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
123	1	< 0.1%
121	2	< 0.1%
120	1	< 0.1%
119	1	< 0.1%
117	1	< 0.1%

MIN
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	479
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.5766625
Minimum	2.9
Maximum	73.8
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	2.9
5-th percentile	7.2
Q1	12
median	16.8
Q3	23.5
95-th percentile	35.3
Maximum	73.8
Range	70.9
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	8.93526281
Coefficient of variation (CV)	0.4809939788
Kurtosis	1.775214034
Mean	18.5766625
Median Absolute Deviation (MAD)	5.5
Skewness	1.100555407
Sum	148613.3
Variance	79.83892148
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.6	57	0.7%
11.7	54	0.7%
17.6	53	0.7%
11.6	52	0.7%
16.4	52	0.7%
15	51	0.6%
15.1	51	0.6%
15.4	50	0.6%
12.9	50	0.6%
12	49	0.6%
Other values (469)	7481	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.9	1	< 0.1%
3.3	2	< 0.1%
3.4	1	< 0.1%
3.6	3	< 0.1%
3.7	2	< 0.1%

Value	Count	Frequency (%)
73.8	1	< 0.1%
67.4	1	< 0.1%
66.8	1	< 0.1%
66.3	1	< 0.1%
64.8	1	< 0.1%

PTS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	253
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.2670875
Minimum	0.8
Maximum	34.2
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	0.8
5-th percentile	2
Q1	4.1
median	6.3
Q3	9.5
95-th percentile	15.6
Maximum	34.2
Range	33.4
Interquartile range (IQR)	5.4

Descriptive statistics

Standard deviation	4.3187321
Coefficient of variation (CV)	0.5942865143
Kurtosis	2.345092236
Mean	7.2670875
Median Absolute Deviation (MAD)	2.6
Skewness	1.270330081
Sum	58136.7
Variance	18.65144695
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.2	102	1.3%
3.6	102	1.3%
5.1	101	1.3%
5.5	98	1.2%
4.4	98	1.2%
3.5	96	1.2%
5.3	96	1.2%
4.9	95	1.2%
3.8	95	1.2%
3.9	95	1.2%
Other values (243)	7022	87.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.8	4	0.1%
0.9	10	0.1%
1	20	0.2%
1.1	17	0.2%
1.2	19	0.2%

Value	Count	Frequency (%)
34.2	1	< 0.1%
32.1	1	< 0.1%
32	1	< 0.1%
31.9	1	< 0.1%
30.8	2	< 0.1%

FGM
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	111
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.8070375
Minimum	0.3
Maximum	13.1
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.6
median	2.4
Q3	3.7
95-th percentile	6.1
Maximum	13.1
Range	12.8
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.693373161
Coefficient of variation (CV)	0.6032598998
Kurtosis	2.304172965
Mean	2.8070375
Median Absolute Deviation (MAD)	1
Skewness	1.28518336
Sum	22456.3
Variance	2.867512663
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.8	271	3.4%
1.4	248	3.1%
1.3	241	3.0%
1.5	239	3.0%
2.1	235	2.9%
1.6	230	2.9%
1.2	228	2.9%
2.2	224	2.8%
1.7	223	2.8%
1.9	217	2.7%
Other values (101)	5644	70.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3	6	0.1%
0.4	49	0.6%
0.5	72	0.9%
0.6	108	1.4%
0.7	125	1.6%

Value	Count	Frequency (%)
13.1	1	< 0.1%
12.8	1	< 0.1%
12	2	< 0.1%
11.9	1	< 0.1%
11.8	1	< 0.1%

FGA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.2312125
Minimum	0.8
Maximum	28.9
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	0.8
5-th percentile	1.9
Q1	3.6
median	5.4
Q3	8.1
95-th percentile	13.2
Maximum	28.9
Range	28.1
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.584558643
Coefficient of variation (CV)	0.5752586102
Kurtosis	2.244035555
Mean	6.2312125
Median Absolute Deviation (MAD)	2.1
Skewness	1.26627164
Sum	49849.7
Variance	12.84906066
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.6	137	1.7%
3.2	134	1.7%
4.6	124	1.6%
3.4	121	1.5%
4.7	117	1.5%
3.3	116	1.5%
4.9	116	1.5%
3.5	115	1.4%
3.8	113	1.4%
4.2	113	1.4%
Other values (202)	6794	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.8	1	< 0.1%
0.9	6	0.1%
1	13	0.2%
1.1	32	0.4%
1.2	25	0.3%

Value	Count	Frequency (%)
28.9	1	< 0.1%
28.6	1	< 0.1%
27.1	1	< 0.1%
25.8	1	< 0.1%
25.7	1	< 0.1%

FG%
Real number (ℝ_≥0)

Distinct	363
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.6089
Minimum	21.3
Maximum	67.2
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	21.3
5-th percentile	34.6
Q1	40.4
median	44.4
Q3	48.7
95-th percentile	55
Maximum	67.2
Range	45.9
Interquartile range (IQR)	8.3

Descriptive statistics

Standard deviation	6.155452826
Coefficient of variation (CV)	0.1379871018
Kurtosis	-0.01650775319
Mean	44.6089
Median Absolute Deviation (MAD)	4.1
Skewness	0.1428357775
Sum	356871.2
Variance	37.88959949
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.9	72	0.9%
43.9	70	0.9%
42.9	65	0.8%
44	63	0.8%
44.7	62	0.8%
45.5	59	0.7%
44.4	59	0.7%
43.2	59	0.7%
46	59	0.7%
40.9	59	0.7%
Other values (353)	7373	92.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.3	1	< 0.1%
25.6	1	< 0.1%
25.7	1	< 0.1%
25.9	1	< 0.1%
26	1	< 0.1%

Value	Count	Frequency (%)
67.2	1	< 0.1%
65.3	2	< 0.1%
65.1	1	< 0.1%
65	1	< 0.1%
64.7	1	< 0.1%

3P_Made
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.264525
Minimum	-1.1
Maximum	1.7
Zeros	673
Zeros (%)	8.4%
Memory size	62.6 KiB

Quantile statistics

Minimum	-1.1
5-th percentile	-0.4
Q1	0
median	0.3
Q3	0.5
95-th percentile	0.9
Maximum	1.7
Range	2.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.3840930425
Coefficient of variation (CV)	1.452010368
Kurtosis	-0.03223809857
Mean	0.264525
Median Absolute Deviation (MAD)	0.3
Skewness	0.01476425971
Sum	2116.2
Variance	0.1475274653
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.3	870	10.9%
0.2	821	10.3%
0.1	770	9.6%
0.4	742	9.3%
0.5	677	8.5%
0	673	8.4%
0.6	543	6.8%
-0.1	526	6.6%
0.7	432	5.4%
-0.2	396	5.0%
Other values (18)	1550	19.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.1	2	< 0.1%
-0.9	11	0.1%
-0.8	19	0.2%
-0.7	37	0.5%
-0.6	72	0.9%

Value	Count	Frequency (%)
1.7	1	< 0.1%
1.6	2	< 0.1%
1.5	1	< 0.1%
1.4	14	0.2%
1.3	24	0.3%

3PA
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	75
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8165625
Minimum	-3.1
Maximum	4.7
Zeros	220
Zeros (%)	2.8%
Memory size	62.6 KiB

Quantile statistics

Minimum	-3.1
5-th percentile	-0.9
Q1	0.1
median	0.8
Q3	1.5
95-th percentile	2.6
Maximum	4.7
Range	7.8
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.06096425
Coefficient of variation (CV)	1.299305625
Kurtosis	-0.01533354298
Mean	0.8165625
Median Absolute Deviation (MAD)	0.7
Skewness	0.03199103225
Sum	6532.5
Variance	1.125645139
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	326	4.1%
0.5	323	4.0%
0.8	305	3.8%
1.1	292	3.6%
1.2	286	3.6%
1	283	3.5%
0.7	281	3.5%
0.3	277	3.5%
0.2	270	3.4%
0.6	270	3.4%
Other values (65)	5087	63.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.1	1	< 0.1%
-2.6	1	< 0.1%
-2.5	1	< 0.1%
-2.4	7	0.1%
-2.3	6	0.1%

Value	Count	Frequency (%)
4.7	1	< 0.1%
4.6	1	< 0.1%
4.5	1	< 0.1%
4.4	1	< 0.1%
4.3	2	< 0.1%

3P%
Real number (ℝ)

Distinct	826
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.5837
Minimum	-38.5
Maximum	82.1
Zeros	7
Zeros (%)	0.1%
Memory size	62.6 KiB

Quantile statistics

Minimum	-38.5
5-th percentile	-6.4
Q1	8.4
median	19.5
Q3	30.6
95-th percentile	46.4
Maximum	82.1
Range	120.6
Interquartile range (IQR)	22.2

Descriptive statistics

Standard deviation	16.00315514
Coefficient of variation (CV)	0.81716709
Kurtosis	-0.0917964955
Mean	19.5837
Median Absolute Deviation (MAD)	11.1
Skewness	0.03827711547
Sum	156669.6
Variance	256.1009744
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.1	29	0.4%
26.3	27	0.3%
24	27	0.3%
12.6	27	0.3%
16.2	27	0.3%
18.7	27	0.3%
14.4	27	0.3%
25.2	27	0.3%
22.6	27	0.3%
18.2	26	0.3%
Other values (816)	7729	96.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-38.5	1	< 0.1%
-33.4	1	< 0.1%
-31.2	1	< 0.1%
-31	1	< 0.1%
-30.4	1	< 0.1%

Value	Count	Frequency (%)
82.1	1	< 0.1%
76.1	1	< 0.1%
73.7	1	< 0.1%
72.8	1	< 0.1%
72.6	1	< 0.1%

FTM
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	68
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.392525
Minimum	0
Maximum	8.1
Zeros	15
Zeros (%)	0.2%
Memory size	62.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	0.7
median	1.2
Q3	1.9
95-th percentile	3.1
Maximum	8.1
Range	8.1
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.9261527111
Coefficient of variation (CV)	0.6650887496
Kurtosis	2.885435548
Mean	1.392525
Median Absolute Deviation (MAD)	0.6
Skewness	1.333701383
Sum	11140.2
Variance	0.8577588442
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	431	5.4%
0.6	430	5.4%
0.7	417	5.2%
0.9	415	5.2%
1	412	5.1%
1.1	399	5.0%
0.5	377	4.7%
1.2	369	4.6%
0.4	340	4.2%
1.3	327	4.1%
Other values (58)	4083	51.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	0.2%
0.1	102	1.3%
0.2	219	2.7%
0.3	278	3.5%
0.4	340	4.2%

Value	Count	Frequency (%)
8.1	1	< 0.1%
7.6	1	< 0.1%
7.2	1	< 0.1%
7	1	< 0.1%
6.8	2	< 0.1%

FTA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	86
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9477875
Minimum	0
Maximum	11.1
Zeros	7
Zeros (%)	0.1%
Memory size	62.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	1
median	1.7
Q3	2.6
95-th percentile	4.3
Maximum	11.1
Range	11.1
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.252352248
Coefficient of variation (CV)	0.642961436
Kurtosis	2.662420403
Mean	1.9477875
Median Absolute Deviation (MAD)	0.8
Skewness	1.285804368
Sum	15582.3
Variance	1.568386153
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	342	4.3%
1.6	315	3.9%
1.2	314	3.9%
1.3	304	3.8%
1.4	302	3.8%
1.1	294	3.7%
1.5	292	3.6%
0.8	276	3.5%
1	271	3.4%
1.8	259	3.2%
Other values (76)	5031	62.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	0.1%
0.1	38	0.5%
0.2	93	1.2%
0.3	145	1.8%
0.4	188	2.4%

Value	Count	Frequency (%)
11.1	1	< 0.1%
9.7	1	< 0.1%
9.6	1	< 0.1%
9.4	1	< 0.1%
8.7	1	< 0.1%

FT%
Real number (ℝ)

Distinct	624
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	71.365825
Minimum	-13.3
Maximum	168.9
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	-13.3
5-th percentile	54.9
Q1	65
median	71.4
Q3	77.5
95-th percentile	88.4
Maximum	168.9
Range	182.2
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	10.43044696
Coefficient of variation (CV)	0.146154647
Kurtosis	3.029964854
Mean	71.365825
Median Absolute Deviation (MAD)	6.2
Skewness	0.08230046805
Sum	570926.6
Variance	108.7942238
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.2	49	0.6%
68.7	47	0.6%
72.9	45	0.6%
76.1	44	0.5%
68	43	0.5%
69.4	43	0.5%
69.7	43	0.5%
71.5	42	0.5%
74.7	41	0.5%
71	41	0.5%
Other values (614)	7562	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13.3	1	< 0.1%
13.5	1	< 0.1%
14.7	1	< 0.1%
17.2	1	< 0.1%
18.3	1	< 0.1%

Value	Count	Frequency (%)
168.9	1	< 0.1%
132.5	1	< 0.1%
125.4	1	< 0.1%
124.9	1	< 0.1%
119.7	1	< 0.1%

OREB
Real number (ℝ_≥0)

Distinct	53
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.0778375
Minimum	0
Maximum	5.5
Zeros	70
Zeros (%)	0.9%
Memory size	62.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.5
median	0.9
Q3	1.5
95-th percentile	2.6
Maximum	5.5
Range	5.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7856699264
Coefficient of variation (CV)	0.7289317048
Kurtosis	2.16637344
Mean	1.0778375
Median Absolute Deviation (MAD)	0.5
Skewness	1.3163425
Sum	8622.7
Variance	0.6172772332
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	551	6.9%
0.5	532	6.7%
0.4	505	6.3%
0.7	505	6.3%
0.8	472	5.9%
0.9	466	5.8%
0.3	455	5.7%
0.2	409	5.1%
1	407	5.1%
1.1	359	4.5%
Other values (43)	3339	41.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70	0.9%
0.1	293	3.7%
0.2	409	5.1%
0.3	455	5.7%
0.4	505	6.3%

Value	Count	Frequency (%)
5.5	1	< 0.1%
5.4	1	< 0.1%
5.3	1	< 0.1%
4.9	3	< 0.1%
4.8	2	< 0.1%

DREB
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	93
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1685
Minimum	0.2
Maximum	11
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.5
Q1	1.1
median	1.9
Q3	2.9
95-th percentile	4.805
Maximum	11
Range	10.8
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	1.392223953
Coefficient of variation (CV)	0.6420216524
Kurtosis	2.797100076
Mean	2.1685
Median Absolute Deviation (MAD)	0.8
Skewness	1.388891057
Sum	17348
Variance	1.938287536
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	322	4.0%
1.4	313	3.9%
1.3	292	3.6%
0.9	291	3.6%
1.2	289	3.6%
1.5	289	3.6%
1.1	282	3.5%
1.8	266	3.3%
1.7	264	3.3%
1.6	255	3.2%
Other values (83)	5137	64.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2	24	0.3%
0.3	87	1.1%
0.4	148	1.8%
0.5	175	2.2%
0.6	209	2.6%

Value	Count	Frequency (%)
11	1	< 0.1%
10.8	1	< 0.1%
10	1	< 0.1%
9.8	2	< 0.1%
9.6	2	< 0.1%

REB
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	131
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.2453
Minimum	0.3
Maximum	15.9
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.7
median	2.8
Q3	4.3
95-th percentile	7.3
Maximum	15.9
Range	15.6
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	2.085154405
Coefficient of variation (CV)	0.6425151466
Kurtosis	2.359445451
Mean	3.2453
Median Absolute Deviation (MAD)	1.2
Skewness	1.332728372
Sum	25962.4
Variance	4.347868894
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.8	208	2.6%
1.9	203	2.5%
1.4	200	2.5%
1.5	199	2.5%
2.1	195	2.4%
2.2	194	2.4%
1.7	194	2.4%
2.6	191	2.4%
1.2	189	2.4%
2.5	187	2.3%
Other values (121)	6040	75.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3	14	0.2%
0.4	54	0.7%
0.5	62	0.8%
0.6	105	1.3%
0.7	123	1.5%

Value	Count	Frequency (%)
15.9	1	< 0.1%
14.6	1	< 0.1%
13.9	1	< 0.1%
13.8	1	< 0.1%
13.7	1	< 0.1%

AST
Real number (ℝ_≥0)

Distinct	95
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.6245125
Minimum	0
Maximum	12.8
Zeros	60
Zeros (%)	0.8%
Memory size	62.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.7
median	1.3
Q3	2.2
95-th percentile	4.3
Maximum	12.8
Range	12.8
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.355985887
Coefficient of variation (CV)	0.8347032642
Kurtosis	4.930922317
Mean	1.6245125
Median Absolute Deviation (MAD)	0.7
Skewness	1.774748327
Sum	12996.1
Variance	1.838697725
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	374	4.7%
0.4	361	4.5%
0.5	359	4.5%
0.9	341	4.3%
0.3	337	4.2%
0.6	334	4.2%
0.8	331	4.1%
1	308	3.9%
1.2	303	3.8%
0.2	301	3.8%
Other values (85)	4651	58.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	60	0.8%
0.1	234	2.9%
0.2	301	3.8%
0.3	337	4.2%
0.4	361	4.5%

Value	Count	Frequency (%)
12.8	1	< 0.1%
11.9	1	< 0.1%
10.7	1	< 0.1%
10.5	2	< 0.1%
10.1	1	< 0.1%

STL
Real number (ℝ_≥0)

Distinct	30
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6486875
Minimum	0
Maximum	3.6
Zeros	42
Zeros (%)	0.5%
Memory size	62.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.3
median	0.6
Q3	0.9
95-th percentile	1.4
Maximum	3.6
Range	3.6
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.407626112
Coefficient of variation (CV)	0.6283859517
Kurtosis	2.197415457
Mean	0.6486875
Median Absolute Deviation (MAD)	0.3
Skewness	1.209019921
Sum	5189.5
Variance	0.1661590472
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.4	931	11.6%
0.5	900	11.2%
0.3	899	11.2%
0.6	839	10.5%
0.7	712	8.9%
0.2	684	8.6%
0.8	561	7.0%
0.9	464	5.8%
1	387	4.8%
0.1	382	4.8%
Other values (20)	1241	15.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	0.5%
0.1	382	4.8%
0.2	684	8.6%
0.3	899	11.2%
0.4	931	11.6%

Value	Count	Frequency (%)
3.6	1	< 0.1%
3.5	1	< 0.1%
2.9	3	< 0.1%
2.6	1	< 0.1%
2.5	4	0.1%

BLK
Real number (ℝ)

ZEROS

Distinct	108
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2452125
Minimum	-17.9
Maximum	18.9
Zeros	619
Zeros (%)	7.7%
Memory size	62.6 KiB

Quantile statistics

Minimum	-17.9
5-th percentile	-0.3
Q1	0.1
median	0.2
Q3	0.4
95-th percentile	0.8
Maximum	18.9
Range	36.8
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.8210367486
Coefficient of variation (CV)	3.348266294
Kurtosis	204.3956834
Mean	0.2452125
Median Absolute Deviation (MAD)	0.1
Skewness	0.4147105622
Sum	1961.7
Variance	0.6741013425
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	1551	19.4%
0.3	1348	16.9%
0.1	1199	15.0%
0.4	806	10.1%
0	619	7.7%
0.5	497	6.2%
-0.1	343	4.3%
0.6	271	3.4%
-0.2	215	2.7%
0.7	178	2.2%
Other values (98)	973	12.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.9	1	< 0.1%
-17.5	1	< 0.1%
-15.7	1	< 0.1%
-15.4	1	< 0.1%
-15.2	1	< 0.1%

Value	Count	Frequency (%)
18.9	1	< 0.1%
15.1	1	< 0.1%
14.7	1	< 0.1%
14.5	1	< 0.1%
12.9	1	< 0.1%

TOV
Real number (ℝ_≥0)

Distinct	51
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2577625
Minimum	0.1
Maximum	5.3
Zeros	0
Zeros (%)	0.0%
Memory size	62.6 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1.1
Q3	1.6
95-th percentile	2.7
Maximum	5.3
Range	5.2
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.7232704429
Coefficient of variation (CV)	0.5750453229
Kurtosis	2.05008296
Mean	1.2577625
Median Absolute Deviation (MAD)	0.4
Skewness	1.208849456
Sum	10062.1
Variance	0.5231201336
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	556	7.0%
0.8	528	6.6%
0.7	520	6.5%
1	510	6.4%
1.2	475	5.9%
1.1	461	5.8%
0.6	453	5.7%
1.3	446	5.6%
0.5	433	5.4%
1.5	365	4.6%
Other values (41)	3253	40.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	25	0.3%
0.2	114	1.4%
0.3	235	2.9%
0.4	311	3.9%
0.5	433	5.4%

Value	Count	Frequency (%)
5.3	1	< 0.1%
5.2	1	< 0.1%
5.1	2	< 0.1%
4.9	4	0.1%
4.8	1	< 0.1%

TARGET_5Yrs
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	62.6 KiB

1	6669
0	1331

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Value	Count	Frequency (%)
1	6669	83.4%
0	1331	16.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	6669	83.4%
0	1331	16.6%

Most occurring characters

Value	Count	Frequency (%)
1	6669	83.4%
0	1331	16.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8000	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	6669	83.4%
0	1331	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	8000	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	6669	83.4%
0	1331	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8000	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	6669	83.4%
0	1331	16.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Id_old	Id	GP	MIN	PTS	FGM	FGA	FG%	3P_Made	3PA	3P%	FTM	FTA	FT%	OREB	DREB	REB	AST	STL	BLK	TOV	TARGET_5Yrs
0	10556	3799	80	24.3	7.8	3.0	6.4	45.7	0.1	0.3	22.6	2.0	2.9	72.1	2.2	2.0	3.8	3.2	1.1	0.2	1.6	1
1	5342	3800	75	21.8	10.5	4.2	7.9	55.1	-0.3	-1.0	34.9	2.4	3.6	67.8	3.6	3.7	6.6	0.7	0.5	0.6	1.4	1
2	5716	3801	85	19.1	4.5	1.9	4.5	42.8	0.4	1.2	34.3	0.4	0.6	75.7	0.6	1.8	2.4	0.8	0.4	0.2	0.6	1
3	13790	3802	63	19.1	8.2	3.5	6.7	52.5	0.3	0.8	23.7	0.9	1.5	66.9	0.8	2.0	3.0	1.8	0.4	0.1	1.9	1
4	5470	3803	63	17.8	3.7	1.7	3.4	50.8	0.5	1.4	13.7	0.2	0.5	54.0	2.4	2.7	4.9	0.4	0.4	0.6	0.7	1
5	1961	3804	88	20.0	8.8	3.7	8.7	43.6	-0.2	-0.5	6.9	2.0	2.8	75.1	1.8	2.9	4.7	1.8	0.4	0.3	1.1	1
6	2677	3805	70	20.6	7.0	3.2	5.4	58.9	0.1	-0.1	-3.6	0.7	1.4	56.7	2.9	4.6	7.6	0.6	0.4	0.7	1.2	1
7	11722	3806	57	17.6	5.4	1.7	4.7	37.2	0.9	2.8	33.2	1.4	1.8	78.3	0.8	1.7	2.6	0.4	0.6	0.6	0.3	1
8	6148	3807	46	26.5	9.3	3.1	7.2	44.0	0.6	1.7	27.5	2.0	2.3	82.1	1.3	2.8	4.1	1.8	0.7	0.6	1.7	1
9	3040	3808	64	33.4	16.9	6.4	11.3	59.0	0.3	1.1	-13.0	3.7	4.9	74.9	3.4	8.0	11.9	0.8	0.4	2.5	2.4	1

Last rows

	Id_old	Id	GP	MIN	PTS	FGM	FGA	FG%	3P_Made	3PA	3P%	FTM	FTA	FT%	OREB	DREB	REB	AST	STL	BLK	TOV	TARGET_5Yrs
7990	13494	11789	63	10.6	4.8	1.8	3.2	54.6	-0.3	-0.8	-12.3	1.3	1.7	81.9	2.3	2.2	4.0	0.0	0.3	0.4	0.3	1
7991	7895	11790	60	18.3	8.9	3.8	7.5	48.4	-0.2	-0.5	-6.4	1.5	2.3	62.8	3.4	3.1	6.4	0.2	0.3	0.6	0.7	1
7992	5632	11791	45	7.1	2.0	0.9	2.1	43.7	-0.2	-0.4	23.6	0.2	0.5	50.8	0.5	1.0	1.6	0.1	0.2	0.3	0.3	1
7993	1413	11792	27	11.4	3.3	1.2	3.4	38.5	0.7	2.1	19.3	0.6	0.9	69.2	0.3	1.2	1.5	0.6	0.5	0.1	0.7	1
7994	5460	11793	65	22.2	6.9	2.8	6.9	40.5	0.5	1.5	36.6	0.8	1.1	62.6	0.2	1.0	1.1	2.8	0.6	0.1	1.3	0
7995	2996	11794	32	9.2	1.8	0.7	1.8	40.3	-0.1	-0.2	23.1	0.4	0.6	65.7	0.3	1.8	1.9	0.5	0.3	0.2	0.4	1
7996	11679	11795	54	6.0	1.8	0.7	1.4	48.7	0.1	0.1	3.1	0.2	0.4	70.1	1.0	1.1	2.0	0.1	0.0	0.3	0.3	1
7997	5537	11796	85	28.2	10.7	4.0	9.0	45.1	0.2	0.6	23.6	2.8	3.9	69.7	1.0	2.1	3.1	3.4	1.2	0.2	1.8	1
7998	1292	11797	39	7.7	2.5	1.0	2.3	40.1	-0.3	-0.5	13.3	0.6	0.7	74.3	0.4	0.6	0.9	0.2	0.3	0.3	0.5	1
7999	2900	11798	49	19.2	4.8	1.7	5.1	32.6	0.7	2.4	41.3	0.8	1.3	70.1	0.1	1.1	1.2	3.5	0.9	-0.3	1.4	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows